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CliMA / EnsembleKalmanProcesses.jl

Derivative-free parameter calibration and uncertainty quantification for expensive models using ensemble Kalman methods

Why this job: works in the areas we cover, but does not say which job it does

What it does

  • Derivative-free. no gradients of the forward model G are required — you only need to run it at different parameter values.
  • Language-agnostic. G does not need to be written in Julia.
  • Efficient at scale. computational complexity does not scale strongly with the number of parameters, and the methods tolerate noisy and complex parameter-to-data landscapes.
  • Parallelizable. ensemble model evaluations are embarrassingly parallel, so you can exploit HPC resources (parallelism guide).
  • Composable priors and observations. lego-like interfaces for building complex parameter distributions and observations.

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 24 days ago
Stars
130
+1 this week
Licence
Apache-2.0
Allows business use
Downloads for
None listed
No release files
Latest version
v2.7.4
Released 2 months ago
Built with
Julia
96% of the code

Is it looked after?

Contributors
Not stated
Last 90 days
Issues
87% closed
27 still open
Pull requests
344 merged
3 waiting
Releases
54
6 in the last year
  • No contributing guide
  • No security policy
  • No code of conduct

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More: languages, topics and project record

Languages

  • Julia 96%
  • Shell 2%
  • TeX 2%

Topics

  • bayesian-inference
  • calibration
  • data-assimilation
  • derivative-free-optimization
  • ensemble-kalman-filter
  • ensemble-kalman-inversion
  • inverse-problems
  • julia
  • machine-learning
  • optimization
  • parameter-estimation
  • scientific-computing

Project record

  • JobOther AI tools
  • StatusListed
  • Commits854
  • Forks23
  • Watching2
  • Stars in 28 days+2
  • CreatedNov 18, 2020
  • First seen by usNov 7, 2026
  • CheckedNov 12, 2026

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